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Record W2799291345 · doi:10.1089/neu.2017.5535

Natural History, Predictors of Outcome, and Effects of Treatment in Thoracic Spinal Cord Injury: A Multi-Center Cohort Study from the North American Clinical Trials Network

2018· article· en· W2799291345 on OpenAlexaff
Jefferson R. Wilson, Blessing N. R. Jaja, Brian K. Kwon, James D. Guest, James S. Harrop, Bizhan Aarabi, Christopher I. Shaffrey, Jetan H. Badhiwala, Elizabeth G. Toups, Robert G. Grossman, Michael G. Fehlings

Bibliographic record

VenueJournal of Neurotrauma · 2018
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsUniversity of British ColumbiaVancouver General HospitalToronto Western HospitalSt. Michael's HospitalUniversity of Toronto
Fundersnot available
KeywordsMedicineCohortMethylprednisoloneSpinal cord injuryCohort studySpinal cordNatural historyClinical trialSurgeryAnesthesiaInternal medicine

Abstract

fetched live from OpenAlex

The course, treatment response, and recovery potential after acute traumatic spinal cord injury (SCI) have been shown to differ depending on the neurological level of injury. There are limited data focused on thoracic-level injuries, however. A cohort of 86 patients from the prospectively maintained North American Clinical Trials Network SCI registry were identified and studied to characterize the patterns of neurological recovery and to determine rates of acute hospital death and pulmonary complications. Regression analyses were used to examine the relationship between timing of surgery and administration of methylprednisolone on neurologic and clinical outcomes. Neurological conversion (≥1 American Spinal Injury Association Impairment Scale [AIS] grade improvement) was poorest for AIS grade A patients; 14.3% converted at last available follow-up (mean eight months). While rates of conversion were more optimistic for AIS-B patients (54.5%) and AIS C injuries (77.8%) at the same time point, none of the AIS grade D patients converted to AIS E. At last available follow-up (mean eight months), the magnitudes of lower motor extremity score (LEMS) change were highest for AIS C injuries (21.9 points), then AIS B (17.7 points), AIS D (16.4 points), and finally AIS A (2.5 points) (p < 0.05). Early surgical intervention (<24 h post-injury) was independently associated with an additional seven points in motor recovery and a 60% decreased incidence of pulmonary events (p < 0.05). Methylprednisolone administration was not an independent predictor of neurological outcome or pulmonary complications. Evaluation of this cohort obtained from a modern multi-center SCI registry provides an update on the natural history, acute death, and incidence of pulmonary complications after traumatic thoracic SCI. Although small sample size limited the extent of analyses possible, early surgical treatment was associated with significantly larger motor recovery and lower rates of pulmonary complications.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.126
Threshold uncertainty score0.516

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.248
GPT teacher head0.519
Teacher spread0.272 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations53
Published2018
Admission routes1
Has abstractyes

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